dog-qiuqiu/invincat
🤖 AI Agentdog-qiuqiu
A native Python agent CLI featuring hierarchical memory management for efficient, autonomous AI coding assistance.
Invincat represents a significant evolution in developer-focused AI agents by prioritizing long-term learning and memory retention. Unlike standard stateless agents, Invincat functions as a native Python CLI that integrates seamlessly into existing development environments. Its core innovation lies in its 'independent memory agent' architecture, which performs a post-task analysis to extract actionable insights and patterns from previous interactions. This data is then structured through a hierarchical memory management system, allowing the agent to recall project-specific conventions, debugging history, and architectural preferences across different sessions. Built on the robust DeepAgents CLI foundation, it provides a high-performance interface for interacting with various LLMs. The tool is specifically optimized for developers who require an agent that doesn't just execute commands, but actively learns from the codebase and the developer's unique workflow to reduce repetitive prompting and improve code generation accuracy.
💡Highlights
- ├─Hierarchical memory management
- ├─Post-task learning capture
- └─Native Python CLI architecture
🎯For
- ├─Software Engineers
- ├─AI Researchers
- └─DevOps Engineers